• Title/Summary/Keyword: statistical data analysis

Search Result 9,252, Processing Time 0.038 seconds

Aviation Convective Index for Deep Convective Area using the Global Unified Model of the Korean Meteorological Administration, Korea: Part 1. Development and Statistical Evaluation (안전한 항공기 운항을 위한 현업 전지구예보모델 기반 깊은 대류 예측 지수: Part 1. 개발 및 통계적 검증)

  • Yi-June Park;Jung-Hoon Kim
    • Atmosphere
    • /
    • v.33 no.5
    • /
    • pp.519-530
    • /
    • 2023
  • Deep convection can make adverse effects on safe and efficient aviation operations by causing various weather hazards such as convectively-induced turbulence, icing, lightning, and downburst. To prevent such damage, it is necessary to accurately predict spatiotemporal distribution of deep convective area near the airport and airspace. This study developed a new index, the Aviation Convective Index (ACI), for deep convection, using the operational global Unified Model of the Korea Meteorological Administration. The ACI was computed from combination of three different variables: 3-hour maximum of Convective Available Potential Energy, averaged Outgoing Longwave Radiation, and accumulative precipitation using the fuzzy logic algorithm. In this algorithm, the individual membership function was newly developed following the cumulative distribution function for each variable in Korean Peninsula. This index was validated and optimized by using the 1-yr period of radar mosaic data. According to the Receiver Operating Characteristics curve (AUC) and True Skill Score (TSS), the yearly optimized ACI (ACIYrOpt) based on the optimal weighting coefficients for 1-yr period shows a better skill than the no optimized one (ACINoOpt) with the uniform weights. In all forecast time from 6-hour to 48-hour, the AUC and TSS value of ACIYrOpt were higher than those of ACINoOpt, showing the improvement of averaged value of AUC and TSS by 1.67% and 4.20%, respectively.

A Study on the Impact of Business Continuity Management System (BCMS) on Disaster Management Performance and Disaster Site Response (사업연속성경영시스템(BCMS)이 재난관리 성과와 재난현장 대응에 미치는 영향에 관한 연구)

  • Jae-Sung Shin;Chong-Soo Cheung
    • Journal of the Society of Disaster Information
    • /
    • v.20 no.2
    • /
    • pp.430-439
    • /
    • 2024
  • Purpose: The purpose of this study is to analyze the impact of seven sub-components of the business continuity management system(BCM) on disaster management performance and disaster site response. Method: After establishing a hypothesis through prior research and conducting a survey of employees of telecommunication business organizations, a total of 327 pieces of data were gathered and the hypothesis was verified through statistical analysis. Result: First, the leadership, planning, support, operation, and performance evaluation of the business continuity management system were found to have a positive (+) impact on disaster management performance. Second, leadership, planning, support, operation, performance evaluation and improvement were found to have a positive (+) impact on disaster scene response. Conclusion: The business continuity management system was confirmed to have an overall significant impact on disaster management performance and disaster site response. In order to improve a company's disaster management performance and ability to respond to disaster scenes, it is necessary to establish and operate a business continuity management system.

Outcomes of Extracorporeal Membrane Oxygenation in COVID-19: A Single-Center Study

  • Sahri Kim;Jung Hyun Lim;Ho Hyun Ko;Hong Kyu Lee;Yong Joon Ra;Kunil Kim;Hyoung Soo Kim
    • Journal of Chest Surgery
    • /
    • v.57 no.1
    • /
    • pp.36-43
    • /
    • 2024
  • Background: Coronavirus disease 2019 (COVID-19) can lead to acute respiratory failure, which frequently necessitates invasive mechanical ventilation and extracorporeal membrane oxygenation (ECMO). However, the limited availability of ECMO resources poses challenges to patient selection and associated decision-making. Consequently, this retrospective single-center study was undertaken to evaluate the characteristics and clinical outcomes of patients with COVID-19 receiving ECMO. Methods: Between March 2020 and July 2022, 65 patients with COVID-19 were treated with ECMO and were subsequently reviewed. Patient demographics, laboratory data, and clinical outcomes were examined, and statistical analyses were performed to identify risk factors associated with mortality. Results: Of the patients studied, 15 (23.1%) survived and were discharged from the hospital, while 50 (76.9%) died during their hospitalization. The survival group had a significantly lower median age, at 52 years (interquartile range [IQR], 47.5-61.5 years), compared to 64 years (IQR, 60.0-68.0 years) among mortality group (p=0.016). However, no significant differences were observed in other underlying conditions or in factors related to intervention timing. Multivariable analysis revealed that the requirement of a change in ECMO mode (odds ratio [OR], 366.77; 95% confidence interval [CI], 1.92-69911.92; p=0.0275) and the initiation of continuous renal replacement therapy (CRRT) (OR, 139.15; 95% CI, 1.95-9,910.14; p=0.0233) were independent predictors of mortality. Conclusion: Changes in ECMO mode and the initiation of CRRT during management were associated with mortality in patients with COVID-19 who were supported by ECMO. Patients exhibiting these factors require careful monitoring due to the potential for adverse outcomes.

Estimating the tensile strength of geopolymer concrete using various machine learning algorithms

  • Danial Fakhri;Hamid Reza Nejati;Arsalan Mahmoodzadeh;Hamid Soltanian;Ehsan Taheri
    • Computers and Concrete
    • /
    • v.33 no.2
    • /
    • pp.175-193
    • /
    • 2024
  • Researchers have embarked on an active investigation into the feasibility of adopting alternative materials as a solution to the mounting environmental and economic challenges associated with traditional concrete-based construction materials, such as reinforced concrete. The examination of concrete's mechanical properties using laboratory methods is a complex, time-consuming, and costly endeavor. Consequently, the need for models that can overcome these drawbacks is urgent. Fortunately, the ever-increasing availability of data has paved the way for the utilization of machine learning methods, which can provide powerful, efficient, and cost-effective models. This study aims to explore the potential of twelve machine learning algorithms in predicting the tensile strength of geopolymer concrete (GPC) under various curing conditions. To fulfill this objective, 221 datasets, comprising tensile strength test results of GPC with diverse mix ratios and curing conditions, were employed. Additionally, a number of unseen datasets were used to assess the overall performance of the machine learning models. Through a comprehensive analysis of statistical indices and a comparison of the models' behavior with laboratory tests, it was determined that nearly all the models exhibited satisfactory potential in estimating the tensile strength of GPC. Nevertheless, the artificial neural networks and support vector regression models demonstrated the highest robustness. Both the laboratory tests and machine learning outcomes revealed that GPC composed of 30% fly ash and 70% ground granulated blast slag, mixed with 14 mol of NaOH, and cured in an oven at 300°F for 28 days exhibited superior tensile strength.

Development and Validation of Core Competency Scale For Graduate Students in the Field of Science and Engineering (이공계열 대학원생 핵심역량 진단도구 개발 및 타당화 연구: A연구중심대학 사례)

  • Bae, Sang Hoon;Cho, Eun Won;Han, Song Ie;Jeong, Yoo Ji;Kim, Kyeong Eon
    • Journal of Engineering Education Research
    • /
    • v.27 no.2
    • /
    • pp.35-50
    • /
    • 2024
  • The purpose of this study is to identify the core competencies of graduate students at A research university in the context of graduate education in science and engineering, and to develop and validate a diagnostic tool to measure them. To achieve the research objectives, first, 6 factors and 18 sub-competencies of core competencies were derived based on a review of domestic and foreign studies, cases of excellent research-centered overseas universities, and interviews with members of A University. Second, a theoretical model was constructed by deriving behavioral indicators based on the core competencies and sub-competencies, and a preliminary survey was conducted on 188 graduate students of University A to verify the statistical validity of the theoretical model. Results of exploratory and confirmatory factor analysis, the core competencies of graduate students at A research university consisted of 6 factors, 16 sub-competencies, and 77 items. Specifically, it included "Independent research capability(13 items)", "Social Entrepreneurship(10 items)", "Academic agility(15 items)", "Ingenious Challenges(15 items)", "Collegial Collaboration(9 items)", and "Mueunjae leadership(15 items)". This study contributes to the development of theories related to core competencies of graduate students in science and engineering, and has practical significance as a basis for a data-driven competency-based graduate education system.

An Exploratory Study on the Effects of Mobile Proptech Application Quality Factors on the User Satisfaction, Intention of Continuous Use, and Words-of-Mouth (모바일 부동산중개 애플리케이션의 품질요인이 사용자 만족, 지속적 사용 및 구전의도에 미치는 영향)

  • Jaeyoung Kim;Horim Kim
    • Information Systems Review
    • /
    • v.22 no.3
    • /
    • pp.15-30
    • /
    • 2020
  • In the real estate industry, the latest changes in the Fourth Industrial Revolution, such as big data analytics, machine learning, and VR (virtual reality), combine to bring about industry change. Proptech is a new term combining properties and technology. This study aims to derive and analyze from a comprehensive perspective the quality factors (systems, services, interfaces, information) for mobile real estate brokerage services that are well known and used in the domestic market. The surveys in this study were conducted online and offline and a total of 161 samples were used for statistical analysis. As a result, all hypotheses were approved to except system quality and service quality. The results show that the domestic proptech companies who are mostly focused on real estate brokerage services, peer-to-peer lending, advertising platforms and apartments need to grow in various fields of proptech business of other countries including Europe, USA and China.

Risk assessment of gillnet fishing vessels in South Korea: a statistical analysis of occupational accidents 2016-2020

  • Yoo-Won Lee;Kyung-Jin Ryu;Su-Hyung Kim;Hyungju Kim;Kwi Yeon Koo;Chaegil Lee;Seonghun Kim
    • Fisheries and Aquatic Sciences
    • /
    • v.27 no.1
    • /
    • pp.7-16
    • /
    • 2024
  • Fishing is considered one of the most dangerous industries alongside mining that needs further efforts to improve safety. In this study, we have investigated safety management of the gillnet fishing industry in South Korea through identifying safety level and classifying common accident types from the statements of accident com-pensation insurance payments for the last 5 years (2016-2020). There were in total 3,895 accidents and 159 fatalities with an average accident frequency of 5.34 × 10-2 per year per fisher and an average fatality of 2.18 × 10-3 fishers per year. We have also identified that 62.4% of the accidents occurred during Fishing (FS), and the most common and the most severe accident type is Slips and Trips (ST) and Other (OT) marine accidents such as collision and capsizing, respectively. The hand was most frequently injured. Finally, the risk assessment indicated that most of the accident types of gillnet fishing in South Korea have unacceptable levels of risks, and it is urgent to implement improved safety measures to reduce accidents during gillnet fishing operation. The findings of this study are expected to provide valuable data to create a safer working environment for fishers working on gillnet fishing vessels.

The Relationship between Perceived Authenticity and Empathy and Communication Satisfaction and Revisit Intention for Hospital Coordinators (병원코디네이터에 대한 지각된 진정성과 공감 및 커뮤니케이션 만족도와 재방문의도와의 관계)

  • Du-Yoon Yoon
    • Journal of the Korean Applied Science and Technology
    • /
    • v.41 no.1
    • /
    • pp.107-118
    • /
    • 2024
  • The purpose of this study is to verify the effect of perceived authenticity on empathy, communication, and revisit intentions at the point of contact with hospital coordinators during counseling for medical beauty. For data collection, a survey was conducted by selecting customers who experienced counseling, and statistical analysis used the SPSS 21.0 program. According to the research results, first, perceived authenticity of hospital coordinators had a positive effect on empathy and communication satisfaction, and empathy had a positive effect on communication satisfaction. Second, it was found that empathy and communication satisfaction had a positive effect on revisit intention. Authentic counseling by hospital coordinators leads to increased communication satisfaction and revisiting the hospital by forming empathy. Therefore, if communication is made through authenticity and empathy in consideration of customers, rather than just sales improvement or job-based counseling, it can build trust and contribute to the performance of medical beauty institutions in the long run.

Paclitaxel-Coated Balloon versus Plain Balloon Angioplasty for Dysfunctional Autogenous Radiocephalic Arteriovenous Fistulas: A Prospective Randomized Controlled Trial

  • Jong Woo Kim;Jeong Ho Kim;Sung Su Byun;Jin Mo Kang;Ji Hoon Shin
    • Korean Journal of Radiology
    • /
    • v.21 no.11
    • /
    • pp.1239-1247
    • /
    • 2020
  • Objective: To report the mid-term results of a single-center randomized controlled trial comparing drug-coated balloon angioplasty (DBA) and plain balloon angioplasty (PBA) for the treatment of dysfunctional radiocephalic arteriovenous fistulas (RCAVFs). Materials and Methods: In this prospective study, 39 patients (mean age, 62.2 years; 21 males, 18 females) with RCAVFs failing due to juxta-anastomotic stenosis were randomly assigned to undergo either both DBA and PBA (n = 20, DBA group) or PBA alone (n = 19, PBA group) between June 2016 and June 2018. Primary endpoints were technical and clinical success and target lesion primary patency (TLPP); secondary outcomes were target lesion secondary patency (TLSP) and complication rates. Statistical analysis was performed using the Kaplan-Meier product limit estimator. Results: Demographic data and baseline clinical characteristics were comparable between the groups. Technical and clinical success rates were 100% in both groups. There was no significant difference between the groups in the mean duration of TLPP (DBA group: 26.7 ± 3.6 months; PBA group: 27.0 ± 3.8 months; p = 0.902) and TLSP (DBA group: 37.3 ± 2.6 months; PBA group: 40.4 ± 1.5 months; p = 0.585). No procedural or post-procedural complications were identified. Conclusion: Paclitaxel-coated balloon use did not significantly improve TLPP or TLSP in the treatment of juxta-anastomotic stenosis of dysfunctional RCAVFs.

Communication Effect of Sports Sponsorship Activities of Food and Beverage Companies (식음료 기업의 스포츠 스폰서십 활동의 커뮤니케이션 효과)

  • Jae-Ryul Seo
    • Journal of the Korean Applied Science and Technology
    • /
    • v.41 no.2
    • /
    • pp.363-374
    • /
    • 2024
  • The purpose of this study is to provide basic data to identify the communication effect of food and beverage companies' sports sponsorship activities and to find out the communication effect of food and beverage companies' active sports sponsorship activities. To this end, a survey was conducted on 300 people who participated and watched sports competitions hosted by food and beverage N companies in January, and 267 copies were used for statistical analysis to obtain the following results. First, it was found that sports sponsorship had a positive effect on corporate attitude. Second, among the factors of sports sponsorship, image enhancement, promotion, and promotion were found to have a positive effect on product attitude, but event contribution did not affect product attitude. Third, it was found that corporate attitude had a positive effect on product attitude. Fourth, corporate attitude was found to have a positive effect on purchase intention. Fifth, product attitude was found to have a positive effect on purchase intention.